optimizing transformer efficiency minimizing energy waste and enhancing deep learning model performance

transformer efficiency energy optimization deep learning model neural network computational cost power consumption system performance algorithm analysis data processing machine artificial intelligence waste heat dissipation resource management techniques hardware acceleration software parallel distributed computing compression quantization pruning knowledge distillation improvement sustainable scalable models energyaware enhancement resources science training deployment applications ai utilization strategies reduction